{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "261048aa-3349-41a6-86aa-5236b8a74f5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "plt.style.use('default')  # 重置使用默认的 Matplotlib 风格，在设置之前重置，可以避免重复设置的问题\n",
    "plt.rcParams['font.family'] = ['SimHei'] # 设置 Matplotlib 默认字体为黑体\n",
    "# 改变中文字体之后，由于其不支持Unicode负号，所以需要设置为False\n",
    "# 确保其使用ASCII负号\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "def getSin(amp,freq,phase,sampleList):\n",
    "    return amp*np.sin(-2*math.pi*freq*sampleList+phase)\n",
    "\n",
    "# 1. 获得混合波形\n",
    "srate=3000\n",
    "t=np.linspace(0,1,srate)\n",
    "s1=getSin(amp=1.5, freq=30, phase=0,sampleList=t)    \n",
    "s2=getSin(amp=3, freq=5, phase=0,sampleList=t)  \n",
    "s3=getSin(amp=10, freq=100, phase=0,sampleList=t) \n",
    "s4=getSin(amp=20, freq=120, phase=0,sampleList=t)\n",
    "m=s1+s2+s3+s4\n",
    "\n",
    "#原始未去噪的复合波形时域图\n",
    "t1=t[0:500]*3000\n",
    "\n",
    "fCoefs = np.fft.fft(m,srate)\n",
    "\n",
    "# 3. 获得振幅列表：每一个绕线的重心到原点的距离\n",
    "amp=2*np.abs(fCoefs/srate)\n",
    "a=np.copy(amp)\n",
    "\n",
    "#去掉所有低振幅噪音\n",
    "mask=(amp>=1.5)\n",
    "\n",
    "#4.把频率轴从0~3000转换成0~1499 和 -1500~-1\n",
    "freqs=np.fft.fftfreq(len(amp),1/srate)#第一个参数是频率长度，第二个参数是采样间隔（采样率的倒数）\n",
    "\n",
    "#把 频率轴和数据都变成0hz在中间，向左是负频率，向右是正频率的形式\n",
    "amp_shift=np.fft.fftshift(amp)\n",
    "freq_shift=np.fft.fftshift(freqs)\n",
    "\n",
    "#去掉所有高于110hz的正负频率噪音\n",
    "\n",
    "for f in range(srate):\n",
    "    if  110<f<2890 :\n",
    "        mask[f]=0\n",
    "a=mask*a\n",
    "\n",
    "#把 频率轴和数据都变成0hz在中间\n",
    "amp_shift1=np.fft.fftshift(a)\n",
    "\n",
    "#经过双重去噪后的傅里叶系数\n",
    "fCoefs1=fCoefs*mask\n",
    "s_denoise=np.fft.ifft(fCoefs1)#逆傅里叶变换获得去噪后的波形\n",
    "        \n",
    "# 把振幅列表画出来\n",
    "fig,ax=plt.subplots(2,2,figsize=(20,5))\n",
    "ax[0,0].grid()\n",
    "ax[0,0].plot(t1,m[0:500])\n",
    "ax[0,0].set_xlim([0,500])\n",
    "ax[0,0].set_title('原始波形')\n",
    "ax[0,1].grid()\n",
    "ax[0,1].plot(t1,np.real(s_denoise[0:500]))\n",
    "ax[0,1].set_xlim([0,500])\n",
    "ax[0, 1].set_title('去噪后的波形')\n",
    "ax[1,0].grid()\n",
    "ax[1,0].stem(freq_shift,amp_shift)\n",
    "ax[1,0].set_xlim([-150,150])\n",
    "ax[1,0].set_title('原始振幅谱')\n",
    "ax[1,1].grid()\n",
    "ax[1,1].stem(freq_shift,amp_shift1) #注意：由于频率有负值，所以振幅被平分了，需要乘以2才能还原原始振幅\n",
    "ax[1,1].set_xlim([-150,150])\n",
    "ax[1,1].set_ylim([0,20])\n",
    "ax[1,1].set_title('去噪后的振幅谱')\n",
    "  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e88521ab-1478-4a9d-8468-6e3fc7524d78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C059\n",
      "C059\n",
      "C059\n",
      "C059\n",
      "D050000L\n",
      "DejaVu Sans\n",
      "DejaVu Sans\n",
      "DejaVu Sans\n",
      "DejaVu Sans\n",
      "DejaVu Sans Display\n",
      "DejaVu Sans Mono\n",
      "DejaVu Sans Mono\n",
      "DejaVu Sans Mono\n",
      "DejaVu Sans Mono\n",
      "DejaVu Serif\n",
      "DejaVu Serif\n",
      "DejaVu Serif\n",
      "DejaVu Serif\n",
      "DejaVu Serif Display\n",
      "Latin Modern Math\n",
      "Latin Modern Mono\n",
      "Latin Modern Mono\n",
      "Latin Modern Mono\n",
      "Latin Modern Mono\n",
      "Latin Modern Mono\n",
      "Latin Modern Mono Caps\n",
      "Latin Modern Mono Caps\n",
      "Latin Modern Mono Light\n",
      "Latin Modern Mono Light\n",
      "Latin Modern Mono Light\n",
      "Latin Modern Mono Light\n",
      "Latin Modern Mono Light Cond\n",
      "Latin Modern Mono Light Cond\n",
      "Latin Modern Mono Prop\n",
      "Latin Modern Mono Prop\n",
      "Latin Modern Mono Prop Light\n",
      "Latin Modern Mono Prop Light\n",
      "Latin Modern Mono Prop Light\n",
      "Latin Modern Mono Prop Light\n",
      "Latin Modern Mono Slanted\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman\n",
      "Latin Modern Roman Caps\n",
      "Latin Modern Roman Caps\n",
      "Latin Modern Roman Demi\n",
      "Latin Modern Roman Demi\n",
      "Latin Modern Roman Dunhill\n",
      "Latin Modern Roman Dunhill\n",
      "Latin Modern Roman Slanted\n",
      "Latin Modern Roman Slanted\n",
      "Latin Modern Roman Slanted\n",
      "Latin Modern Roman Slanted\n",
      "Latin Modern Roman Slanted\n",
      "Latin Modern Roman Slanted\n",
      "Latin Modern Roman Unslanted\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans\n",
      "Latin Modern Sans Demi Cond\n",
      "Latin Modern Sans Demi Cond\n",
      "Latin Modern Sans Quotation\n",
      "Latin Modern Sans Quotation\n",
      "Latin Modern Sans Quotation\n",
      "Latin Modern Sans Quotation\n",
      "Liberation Mono\n",
      "Liberation Mono\n",
      "Liberation Mono\n",
      "Liberation Mono\n",
      "Liberation Sans\n",
      "Liberation Sans\n",
      "Liberation Sans\n",
      "Liberation Sans\n",
      "Liberation Sans Narrow\n",
      "Liberation Sans Narrow\n",
      "Liberation Sans Narrow\n",
      "Liberation Sans Narrow\n",
      "Liberation Serif\n",
      "Liberation Serif\n",
      "Liberation Serif\n",
      "Liberation Serif\n",
      "Nimbus Mono PS\n",
      "Nimbus Mono PS\n",
      "Nimbus Mono PS\n",
      "Nimbus Mono PS\n",
      "Nimbus Roman\n",
      "Nimbus Roman\n",
      "Nimbus Roman\n",
      "Nimbus Roman\n",
      "Nimbus Sans\n",
      "Nimbus Sans\n",
      "Nimbus Sans\n",
      "Nimbus Sans\n",
      "Nimbus Sans Narrow\n",
      "Nimbus Sans Narrow\n",
      "Nimbus Sans Narrow\n",
      "Nimbus Sans Narrow\n",
      "P052\n",
      "P052\n",
      "P052\n",
      "P052\n",
      "STIXGeneral\n",
      "STIXGeneral\n",
      "STIXGeneral\n",
      "STIXGeneral\n",
      "STIXNonUnicode\n",
      "STIXNonUnicode\n",
      "STIXNonUnicode\n",
      "STIXNonUnicode\n",
      "STIXSizeFiveSym\n",
      "STIXSizeFourSym\n",
      "STIXSizeFourSym\n",
      "STIXSizeOneSym\n",
      "STIXSizeOneSym\n",
      "STIXSizeThreeSym\n",
      "STIXSizeThreeSym\n",
      "STIXSizeTwoSym\n",
      "STIXSizeTwoSym\n",
      "SimHei\n",
      "Standard Symbols PS\n",
      "URW Bookman\n",
      "URW Bookman\n",
      "URW Bookman\n",
      "URW Bookman\n",
      "URW Gothic\n",
      "URW Gothic\n",
      "URW Gothic\n",
      "URW Gothic\n",
      "Z003\n",
      "cmb10\n",
      "cmex10\n",
      "cmmi10\n",
      "cmr10\n",
      "cmss10\n",
      "cmsy10\n",
      "cmtt10\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    "\n",
    "a = sorted([f.name for f in font_manager.fontManager.ttflist])\n",
    "for i in a:\n",
    "    print(i) # 打印出matplotlib在当前环境下支持的所有字体"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c3fcb20d-de9c-4a56-b67b-c9b871d46bcb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: matplotlib\n",
      "Version: 3.4.3\n",
      "Summary: Python plotting package\n",
      "Home-page: https://matplotlib.org\n",
      "Author: John D. Hunter, Michael Droettboom\n",
      "Author-email: matplotlib-users@python.org\n",
      "License: PSF\n",
      "Location: /opt/conda/lib/python3.9/site-packages\n",
      "Requires: cycler, kiwisolver, numpy, pillow, pyparsing, python-dateutil\n",
      "Required-by: ipympl, scikit-image, seaborn\n"
     ]
    }
   ],
   "source": [
    "!pip show matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3054df18-261c-49c9-a1d0-236e31793764",
   "metadata": {},
   "outputs": [],
   "source": [
    "!mv SimHei.ttf /opt/conda/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5d0908ad-cf28-4570-b052-708aef35fd9a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jovyan/.cache/matplotlib\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.get_cachedir())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "643079af-2312-4dfc-9096-3f905e3aa6d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "rm -rf /home/jovyan/.cache/matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7053d3cc-5825-49d2-8369-56e48a274afb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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